/case/ - Case Studies

the manual process of pulling data from various api endpoints was killing our weekly workflow. we were spending hours every monday morning just trying to compile a single document for the client review session. i decided to write a script that handles the extraction and formats everything into a clean markdown file automatically. by using requests. get(url, auth=(user, pwd)), we can pull all necessary metrics without manual login. it makes the entire transition from raw data to client-ready insights much smoother.
the technical fix
the script iterates through our database and maps each entry to a predefined template. instead of checking every single row, i implemented a simple filter to only include active projects.
>this removed the need for manual spreadsheet cleaning entirely.
it actually saved us about four hours of work every single week.
the output is now a standardized file that we can just upload directly to our project management tool. if you are still doing this manually, it is definitely time to automate the repetitive parts of your reporting cycle.